{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Linear Regression - Introduction\n",
    "\n",
    "Linear regression relates a continuous response (dependent) variable to one or more predictors (features, independent variables), using the assumption that the relationship is linear in nature:\n",
    "- The relationship between each feature and the response is a straight line when we keep other features constant.\n",
    "- The slope of this line does not depend on the values of the other variables.\n",
    "- The effects of each variable on the response are additive (but we can include new variables that represent the interaction of two variables).\n",
    "\n",
    "In other words, the model assumes that the response variable can be explained or predicted by a linear combination of the features, except for random deviations from this linear relationship."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Imports & Settings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T18:08:30.736909Z",
     "start_time": "2020-06-17T18:08:30.732517Z"
    }
   },
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T18:08:32.210926Z",
     "start_time": "2020-06-17T18:08:30.739475Z"
    },
    "slideshow": {
     "slide_type": "notes"
    }
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "import statsmodels.api as sm\n",
    "from sklearn.linear_model import SGDRegressor\n",
    "from sklearn.preprocessing import StandardScaler"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T18:08:32.223000Z",
     "start_time": "2020-06-17T18:08:32.213647Z"
    }
   },
   "outputs": [],
   "source": [
    "sns.set_style('whitegrid')\n",
    "pd.options.display.float_format = '{:,.2f}'.format"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Simple Regression"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Generate random data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T18:08:32.803956Z",
     "start_time": "2020-06-17T18:08:32.224580Z"
    },
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1008x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.linspace(-5, 50, 100)\n",
    "y = 50 + 2 * x + np.random.normal(0, 20, size=len(x))\n",
    "data = pd.DataFrame({'X': x, 'Y': y})\n",
    "ax = data.plot.scatter(x='X', y='Y', figsize=(14, 6))\n",
    "sns.despine()\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "Our linear model with a single independent variable on the left-hand side assumes the following form:\n",
    "\n",
    "$$y = \\beta_0 + \\beta_1 X_1 + \\epsilon$$\n",
    "\n",
    "$\\epsilon$ accounts for the deviations or errors that we will encounter when our data do not actually fit a straight line. When $\\epsilon$ materializes, that is when we run the model of this type on actual data, the errors are called **residuals**."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Estimate a simple regression with statsmodels"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The upper part of the summary displays the dataset characteristics, namely the estimation method, the number of observations and parameters, and indicates that standard error estimates do not account for heteroskedasticity. \n",
    "\n",
    "The middle panel shows the coefficient values that closely reflect the artificial data generating process. We can confirm that the estimates displayed in the middle of the summary result can be obtained using the OLS formula derived previously:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T18:08:32.846640Z",
     "start_time": "2020-06-17T18:08:32.809889Z"
    },
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                            OLS Regression Results                            \n",
      "==============================================================================\n",
      "Dep. Variable:                      Y   R-squared:                       0.695\n",
      "Model:                            OLS   Adj. R-squared:                  0.692\n",
      "Method:                 Least Squares   F-statistic:                     222.9\n",
      "Date:                Wed, 17 Jun 2020   Prob (F-statistic):           5.48e-27\n",
      "Time:                        14:08:32   Log-Likelihood:                -439.97\n",
      "No. Observations:                 100   AIC:                             883.9\n",
      "Df Residuals:                      98   BIC:                             889.1\n",
      "Df Model:                           1                                         \n",
      "Covariance Type:            nonrobust                                         \n",
      "==============================================================================\n",
      "                 coef    std err          t      P>|t|      [0.025      0.975]\n",
      "------------------------------------------------------------------------------\n",
      "const         53.9645      3.429     15.737      0.000      47.160      60.769\n",
      "X              1.8530      0.124     14.930      0.000       1.607       2.099\n",
      "==============================================================================\n",
      "Omnibus:                        0.053   Durbin-Watson:                   2.053\n",
      "Prob(Omnibus):                  0.974   Jarque-Bera (JB):                0.092\n",
      "Skew:                           0.050   Prob(JB):                        0.955\n",
      "Kurtosis:                       2.891   Cond. No.                         47.6\n",
      "==============================================================================\n",
      "\n",
      "Warnings:\n",
      "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n"
     ]
    }
   ],
   "source": [
    "X = sm.add_constant(data['X'])\n",
    "model = sm.OLS(data['Y'], X).fit()\n",
    "print(model.summary())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-09-03T18:56:37.274147Z",
     "start_time": "2018-09-03T18:56:37.270065Z"
    }
   },
   "source": [
    "#### Verify calculation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T18:08:32.862871Z",
     "start_time": "2020-06-17T18:08:32.850563Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "const   53.96\n",
       "X        1.85\n",
       "dtype: float64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "beta = np.linalg.inv(X.T.dot(X)).dot(X.T.dot(y))\n",
    "pd.Series(beta, index=X.columns)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Display model & residuals"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T18:08:33.611544Z",
     "start_time": "2020-06-17T18:08:32.868468Z"
    },
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data['y-hat'] = model.predict()\n",
    "data['residuals'] = model.resid\n",
    "ax = data.plot.scatter(x='X', y='Y', c='darkgrey', figsize=(14,6))\n",
    "data.plot.line(x='X', y='y-hat', ax=ax);\n",
    "for _, row in data.iterrows():\n",
    "    plt.plot((row.X, row.X), (row.Y, row['y-hat']), 'k-')    \n",
    "sns.despine()\n",
    "plt.tight_layout();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Multiple Regression\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "For two independent variables, the model simply changes as follows:\n",
    "\n",
    "$$y = \\beta_0 + \\beta_1 X_1 + \\beta_2 X_2 + \\epsilon$$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Generate new random data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T18:08:33.862540Z",
     "start_time": "2020-06-17T18:08:33.623191Z"
    },
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Create data\n",
    "size = 25\n",
    "X_1, X_2 = np.meshgrid(np.linspace(-50, 50, size), np.linspace(-50, 50, size), indexing='ij')\n",
    "data = pd.DataFrame({'X_1': X_1.ravel(), 'X_2': X_2.ravel()})\n",
    "data['Y'] = 50 + data.X_1 + 3 * data.X_2 + np.random.normal(0, 50, size=size**2)\n",
    "\n",
    "## Plot\n",
    "three_dee = plt.figure(figsize=(15, 5)).gca(projection='3d')\n",
    "three_dee.scatter(data.X_1, data.X_2, data.Y, c='g')\n",
    "sns.despine()\n",
    "plt.tight_layout();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T18:08:33.886002Z",
     "start_time": "2020-06-17T18:08:33.865831Z"
    }
   },
   "outputs": [],
   "source": [
    "X = data[['X_1', 'X_2']]\n",
    "y = data['Y']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Estimate multiple regression model with statsmodels"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The upper right part of the panel displays the goodness-of-fit measures just discussed, alongside the F-test that rejects the hypothesis that all coefficients are zero and irrelevant. Similarly, the t-statistics indicate that intercept and both slope coefficients are, unsurprisingly, highly significant.\n",
    "\n",
    "The bottom part of the summary contains the residual diagnostics. The left panel displays skew and kurtosis that are used to test the normality hypothesis. Both the Omnibus and the Jarque—Bera test fails to reject the null hypothesis that the residuals are normally distributed. The Durbin—Watson statistic tests for serial correlation in the residuals and has a value near 2 which, given 2 parameters and 625 observations, fails to reject the hypothesis of no serial correlation.\n",
    "\n",
    "Lastly, the condition number provides evidence about multicollinearity: it is the ratio of the square roots of the largest and the smallest eigenvalue of the design matrix that contains the input data. A value above 30 suggests that the regression may have significant multicollinearity."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T18:08:33.928765Z",
     "start_time": "2020-06-17T18:08:33.888827Z"
    },
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                            OLS Regression Results                            \n",
      "==============================================================================\n",
      "Dep. Variable:                      Y   R-squared:                       0.788\n",
      "Model:                            OLS   Adj. R-squared:                  0.788\n",
      "Method:                 Least Squares   F-statistic:                     1158.\n",
      "Date:                Wed, 17 Jun 2020   Prob (F-statistic):          2.10e-210\n",
      "Time:                        14:08:33   Log-Likelihood:                -3312.7\n",
      "No. Observations:                 625   AIC:                             6631.\n",
      "Df Residuals:                     622   BIC:                             6645.\n",
      "Df Model:                           2                                         \n",
      "Covariance Type:            nonrobust                                         \n",
      "==============================================================================\n",
      "                 coef    std err          t      P>|t|      [0.025      0.975]\n",
      "------------------------------------------------------------------------------\n",
      "const         50.6322      1.944     26.040      0.000      46.814      54.451\n",
      "X_1            0.9341      0.065     14.434      0.000       0.807       1.061\n",
      "X_2            2.9707      0.065     45.905      0.000       2.844       3.098\n",
      "==============================================================================\n",
      "Omnibus:                        0.055   Durbin-Watson:                   2.054\n",
      "Prob(Omnibus):                  0.973   Jarque-Bera (JB):                0.039\n",
      "Skew:                          -0.019   Prob(JB):                        0.981\n",
      "Kurtosis:                       2.996   Cond. No.                         30.0\n",
      "==============================================================================\n",
      "\n",
      "Warnings:\n",
      "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n"
     ]
    }
   ],
   "source": [
    "X_ols = sm.add_constant(X)\n",
    "model = sm.OLS(y, X_ols).fit()\n",
    "print(model.summary())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Verify computation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T18:08:33.939404Z",
     "start_time": "2020-06-17T18:08:33.930063Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "const   50.63\n",
       "X_1      0.93\n",
       "X_2      2.97\n",
       "dtype: float64"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "beta = np.linalg.inv(X_ols.T.dot(X_ols)).dot(X_ols.T.dot(y))\n",
    "pd.Series(beta, index=X_ols.columns)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Save output as image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T18:08:34.433536Z",
     "start_time": "2020-06-17T18:08:33.943538Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rc('figure', figsize=(12, 7))\n",
    "plt.text(0.01, 0.05, str(model.summary()), {'fontsize': 14}, fontproperties = 'monospace')\n",
    "plt.axis('off')\n",
    "plt.tight_layout()\n",
    "plt.subplots_adjust(left=0.2, right=0.8, top=0.8, bottom=0.1)\n",
    "# plt.savefig('figures/multiple_regression_summary.png', bbox_inches='tight', dpi=300);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Display model & residuals"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The following diagram illustrates the hyperplane fitted by the model to the randomly generated data points"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T18:08:37.356087Z",
     "start_time": "2020-06-17T18:08:34.439088Z"
    },
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "three_dee = plt.figure(figsize=(15, 5)).gca(projection='3d')\n",
    "three_dee.scatter(data.X_1, data.X_2, data.Y, c='g')\n",
    "data['y-hat'] = model.predict()\n",
    "to_plot = data.set_index(['X_1', 'X_2']).unstack().loc[:, 'y-hat']\n",
    "three_dee.plot_surface(X_1, X_2, to_plot.values, color='black', alpha=0.2, linewidth=1, antialiased=True)\n",
    "for _, row in data.iterrows():\n",
    "    plt.plot((row.X_1, row.X_1), (row.X_2, row.X_2), (row.Y, row['y-hat']), 'k-');\n",
    "three_dee.set_xlabel('$X_1$');three_dee.set_ylabel('$X_2$');three_dee.set_zlabel('$Y, \\hat{Y}$')\n",
    "sns.despine()\n",
    "plt.tight_layout();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Additional [diagnostic tests](https://www.statsmodels.org/dev/diagnostic.html)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Stochastic Gradient Descent Regression"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The sklearn library includes an SGDRegressor model in its linear_models module. To learn the parameters for the same model using this method, we need to first standardize the data because the gradient is sensitive to the scale. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Prepare data\n",
    "\n",
    "The gradient is sensitive to scale and so is SGDRegressor. Use the `StandardScaler` or `scale` to adjust the features. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We use StandardScaler() for this purpose that computes the mean and the standard deviation for each input variable during the fit step, and then subtracts the mean and divides by the standard deviation during the transform step that we can conveniently conduct in a single fit_transform() command:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T18:08:37.386905Z",
     "start_time": "2020-06-17T18:08:37.360856Z"
    }
   },
   "outputs": [],
   "source": [
    "scaler = StandardScaler()\n",
    "X_ = scaler.fit_transform(X)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Configure SGDRegressor"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Then we instantiate the SGDRegressor using the default values except for a random_state setting to facilitate replication:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T18:08:37.402393Z",
     "start_time": "2020-06-17T18:08:37.391824Z"
    }
   },
   "outputs": [],
   "source": [
    "sgd = SGDRegressor(loss='squared_loss', \n",
    "                   fit_intercept=True, \n",
    "                   shuffle=True, \n",
    "                   random_state=42,\n",
    "                   learning_rate='invscaling', \n",
    "                   eta0=0.01, \n",
    "                   power_t=0.25)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Fit Model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we can fit the sgd model, create the in-sample predictions for both the OLS and the sgd models, and compute the root mean squared error for each:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T18:08:37.424851Z",
     "start_time": "2020-06-17T18:08:37.406937Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "SGDRegressor(random_state=42)"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# sgd.n_iter = np.ceil(10**6 / len(y))\n",
    "sgd.fit(X=X_, y=y)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As expected, both models yield the same result. We will now take on a more ambitious project using linear regression to estimate a multi-factor asset pricing model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T18:08:37.438358Z",
     "start_time": "2020-06-17T18:08:37.430102Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "X_1     839.62\n",
       "X_2   2,687.12\n",
       "dtype: float64"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "coeffs = (sgd.coef_ * scaler.scale_) + scaler.mean_\n",
    "pd.Series(coeffs, index=X.columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T18:08:37.457449Z",
     "start_time": "2020-06-17T18:08:37.442500Z"
    }
   },
   "outputs": [],
   "source": [
    "resids = pd.DataFrame({'sgd': y - sgd.predict(X_),\n",
    "                      'ols': y - model.predict(sm.add_constant(X))})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T18:08:37.478151Z",
     "start_time": "2020-06-17T18:08:37.462137Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "sgd   48.49\n",
       "ols   48.49\n",
       "dtype: float64"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "resids.pow(2).sum().div(len(y)).pow(.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T18:08:38.080773Z",
     "start_time": "2020-06-17T18:08:37.482528Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "resids.plot.scatter(x='sgd', y='ols')\n",
    "sns.despine()\n",
    "plt.tight_layout();"
   ]
  }
 ],
 "metadata": {
  "celltoolbar": "Slideshow",
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.7"
  },
  "latex_envs": {
   "bibliofile": "biblio.bib",
   "cite_by": "apalike",
   "current_citInitial": 1,
   "eqLabelWithNumbers": true,
   "eqNumInitial": 0
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": true
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
